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Management Deep Dive

OrganizationPopular
HKUDS
management-deep-dive

Deep management assessment — the 'buying a stock is buying a person' layer. For a company or a named executive, evaluate integrity (promise-vs-delivery tracking, crisis behavior, stakeholder treatment), ability (strategic foresight, execution, capital-allocation record) and governance (equity structure, compensation, related-party deals). Outputs a weighted score across integrity / ability / capital-allocation / governance plus Duan Yongping's 3-question verdict ('would you hand this person your money for 10 years'). Use when standard research leaves management quality uncertain, or when management IS the investment thesis.

Overview

PublisherHKUDS
RepositoryVibe-Trading
Skill namemanagement-deep-dive
Stars
33.6K
Forks
5.5K
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by HKUDS on GitHub. Read the source before you install it.

Installation

Install the Management Deep Dive AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git /tmp/Vibe-Trading
mkdir -p .claude/skills
cp -r /tmp/Vibe-Trading/agent/src/skills/management-deep-dive .claude/skills/management-deep-dive
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Management Deep Dive in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Management Deep Dive on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Management Deep Dive is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Management Deep Dive: Buying a Stock Is Buying a Person

Deep management research on a company (or person company).

"Buying a stock is buying a person. Find someone you trust, then hold long-term." — Duan Yongping

"To judge management, look at what they do when no one is watching." — Buffett

Design Philosophy

Most analysis stops at the surface: résumé, shareholding, compensation. But Buffett spends time talking with management, Li Lu says investing is fundamentally investing in people, Duan Yongping says buying a stock is buying a person.

AI can't have dinner with management, but it can via public information: ① track whether words match deeds (promises vs delivery); ② analyze the return of every major capital-allocation decision; ③ infer character from decisions made in hard times; ④ cross-check via employee / merchant / customer feedback.

Use when: standard research leaves management score uncertain (★★★ or below), or when management is the core investment logic.

Step 1: Identify Key People

Use web_search / get_stock_profile / get_sec_filings:

RoleNameTenureBackgroundShareholding/options
CEO/Chairman
CFO
Founder (if not in role)
Actual controller (if different from CEO)
Other key executives

Distinguish "who decides" from "whose name is on the title" — some founders remain the soul even after stepping down.

Then gather four data categories (sequentially via web_search + get_stock_news + get_financial_statements + get_sec_filings, or run_swarm): ① CEO public statements and prediction record; ② capital-allocation decisions (M&A / buybacks / dividends / new business); ③ governance and compensation; ④ side validation (employee / customer / industry reputation).

Step 2: CEO Circle of Competence

Strategic Foresight

Use web_search to collect the CEO's public statements over the past 5 years (shareholder letters, calls, interviews, social media); extract their judgments:

TimeCEO's judgment/predictionActual outcomeAccuracy
"We believe market X will..."X actually...✅/❌

Key questions: Has the CEO made correct calls ahead of the market? Stayed calm when everyone was bullish? Is their industry understanding independent or following the crowd?

Execution

DimensionAssessmentEvidence
Strategy-to-executionDid they do what they said?
OrganizationCan they attract and retain talent?
Crisis handlingHow do they respond to difficulty?
Iteration speedHow fast do they correct mistakes?

Step 3: Integrity Assessment (most important)

Buffett: "We look for three qualities: integrity, intelligence, and energy. Without the first, the other two will kill you."

Promise-vs-Delivery Tracking

Extract specific commitments from the past 3 years (calls, letters, interviews) via get_sec_filings / web_search / get_stock_news:

#TimeCommitmentOccasionDeliveryRating
1"X business profitable in 2025"2024 annual call✅/⚠️/❌
Delivery rateRating
>80%Excellent — does what it says
60-80%Acceptable — right direction, execution gaps
40-60%Concerning — over-promises, under-delivers
<40%Serious problem — untrustworthy

Behavior in Hard Times

Search for major crises (price crash, earnings miss, regulatory shock, competition); analyze management's response: proactive comms or hiding? Internal attribution or blaming external? Used the crisis to do the hard right thing or to pander short-term?

Treatment of Stakeholders

StakeholderAttitudeEvidenceRating
ShareholdersRespect/ignore/exploit
EmployeesTreat well/exploit/ignore
Customers/usersCustomer-first/short-term extract
Merchants/suppliersFair/extreme price pressure
Regulator/societyCompliant/corner-cutting

Step 4: Capital Allocation

Buffett's most-valued ability — for every dollar earned, how much does management turn it into?

Search past 5 years of capital decisions (web_search / get_financial_statements); score each:

M&A record: time / target / amount / strategic logic / after-the-fact return / score(1-5)

Buybacks (use financial_rigor command=verify_valuation to check PE at buyback time vs now): time / amount / avg price / PE then / retrospective / score(1-5)

Dividends: year / amount / payout ratio / vs FCF / sustainable

New business investment: time / area / cumulative spend / status / return / score(1-5)

Capital Allocation Score

DimensionScore(1-5)Notes
M&A disciplineRight price? Integration?
Buyback timingBuy low, stop high?
Dividend rationalityPayout vs FCF?
New businessSuccess rate? Stop-loss discipline?
Cash managementReasonable reserves? Hoarding?
Overall

Step 5: Governance

Equity Structure

ItemDetailRisk
Dual-class / super-voting?
Founder/controller stake?
VIE structure?
Independent directors truly independent?
Recent major-holder changes?

Compensation

ExecutiveTotal annual comp% of net incomevs peersReasonable?

Is incentive aligned with long-term shareholders or encouraging short-term behavior?

Related-Party Transactions

Related partyTransactionAmountArm's length?Risk

Step 6: Side Validation

AI can't meet face-to-face, but cross-check via public channels:

  • Employee view: web_search for Glassdoor ratings, discussions (mark platforms requiring login as "user can supplement") — culture, management rating, intensity, compensation, growth.
  • Customer/merchant view: App Store ratings, complaints, merchant forums.
  • Industry reputation: peer and insider views on this management.

Step 7: Post-CEO Scenario

Buffett: "A great company should be one that a fool can run — because eventually one will."

  • If the CEO left tomorrow, would the company run normally?
  • How deep is the management team? A clear successor?
  • Is the competitive advantage dependent on the CEO personally or on organization/system?
  • Have past management transitions been smooth?

Step 8: Output

Structure: ① Key people overview; ② Integrity (delivery rate + hard times + stakeholders); ③ Ability (foresight + execution + capital allocation); ④ Governance; ⑤ Side validation; ⑥ Overall score and verdict.

Overall Score

DimensionWeightScore(1-5)Weighted
Integrity35%
Strategy & execution25%
Capital allocation25%
Governance15%
Total100%

Duan Yongping's 3 Questions

  1. Is this person honest? (truthful, doesn't take advantage of shareholders)
  2. Is this person capable? (strategic foresight + execution + capital allocation)
  3. Would you hand this person your money for 10 years?

All three "yes" = ★★★★★; first two "yes" = ★★★★; only the first "yes" = ★★★; first is "no" = ★ (don't invest).

Step 9: Save

Use write_file to reports/{company}-management-{YYYYMMDD}.md. Then report_audit (extract → verify → verdict) as a quality gate on the numbers.

Key Principles

  • Integrity is a veto — ability can be learned; character can't be fixed.
  • Watch behavior, not words — what they say doesn't matter; what they do does.
  • Truth shows in hard times — everyone's a good CEO in a tailwind.
  • Capital allocation is the ultimate exam — making money is easy; allocating it well is hard.
  • Don't fall in love with management — stay objective; even someone you admire can make big mistakes.

Frequently asked questions

What does the Management Deep Dive AI skill do?

Deep management assessment — the 'buying a stock is buying a person' layer. For a company or a named executive, evaluate integrity (promise-vs-delivery tracking, crisis behavior, stakeholder treatment), ability (strategic foresight, execution, capital-allocation record) and governance (equity structure, compensation, related-party deals). Outputs a weighted score across integrity / ability / capital-allocation / governance plus Duan Yongping's 3-question verdict ('would you hand this person your money for 10 years'). Use when standard research leaves management quality uncertain, or when ma...

Why use Management Deep Dive on TypingMind?

Because you install it once and use it with any model. Management Deep Dive is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Management Deep Dive in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/management-deep-dive. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Management Deep Dive?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Management Deep Dive?

As many as you like. As long as a model supports skills, you can use Management Deep Dive with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Management Deep Dive AI skill free?

Yes. It is published on GitHub by HKUDS under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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